A 1904 graduate of Brown University, George Kelliher transferred from Harvard to Georgetown Law School, graduating in 1910. He played in eight of 14 games in the 1908-09 season.

After law school, Kelliher joined the Department of Justice as an investigator, later serving as the Boston field director for the United States Attorney General's Bureau of Investigation, later known as the Federal Bureau of Investigation (FBI).